Insurance Data EDA Report

Dataset statistics

Number of variables	14
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.7 MiB
Average record size in memory	278.0 B

Variable types

DateTime	1
Text	1
Numeric	8
Categorical	4

Alerts

`Number_of_Claims` has 3663 (36.6%) zeros	Zeros

Reproduction

Analysis started	2024-10-26 14:15:04.015827
Analysis finished	2024-10-26 14:15:09.665480
Duration	5.65 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

Date
Date

Distinct	1096
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Minimum	2020-01-01 00:00:00
Maximum	2023-01-01 00:00:00

Histogram with fixed size bins (bins=50)

Policy_ID
Text

Distinct	500
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	566.5 KiB

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	90000
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	POL000353
2nd row	POL000416
3rd row	POL000200
4th row	POL000109
5th row	POL000327

Value	Count	Frequency (%)
pol000323	36	0.4%
pol000077	34	0.3%
pol000245	32	0.3%
pol000005	32	0.3%
pol000336	31	0.3%
pol000471	31	0.3%
pol000034	31	0.3%
pol000084	31	0.3%
pol000010	30	0.3%
pol000078	30	0.3%
Other values (490)	9682	96.8%

Most occurring characters

Value	Count	Frequency (%)
0	34041	37.8%
P	10000	11.1%
O	10000	11.1%
L	10000	11.1%
4	4053	4.5%
3	3971	4.4%
1	3970	4.4%
2	3946	4.4%
6	2066	2.3%
5	2010	2.2%
Other values (3)	5943	6.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	90000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	34041	37.8%
P	10000	11.1%
O	10000	11.1%
L	10000	11.1%
4	4053	4.5%
3	3971	4.4%
1	3970	4.4%
2	3946	4.4%
6	2066	2.3%
5	2010	2.2%
Other values (3)	5943	6.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	90000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	34041	37.8%
P	10000	11.1%
O	10000	11.1%
L	10000	11.1%
4	4053	4.5%
3	3971	4.4%
1	3970	4.4%
2	3946	4.4%
6	2066	2.3%
5	2010	2.2%
Other values (3)	5943	6.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	90000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	34041	37.8%
P	10000	11.1%
O	10000	11.1%
L	10000	11.1%
4	4053	4.5%
3	3971	4.4%
1	3970	4.4%
2	3946	4.4%
6	2066	2.3%
5	2010	2.2%
Other values (3)	5943	6.6%

Premium_Amount
Real number (ℝ)

Distinct	9125
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	498.4197

Minimum	-57.18
Maximum	1045.76
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	< 0.1%
Memory size	78.3 KiB

Quantile statistics

Minimum	-57.18
5-th percentile	251.8945
Q1	397.815
median	498.41
Q3	598.2675
95-th percentile	744.6115
Maximum	1045.76
Range	1102.94
Interquartile range (IQR)	200.4525

Descriptive statistics

Standard deviation	149.38995
Coefficient of variation (CV)	0.29972721
Kurtosis	-0.052908867
Mean	498.4197
Median Absolute Deviation (MAD)	100.325
Skewness	0.028886735
Sum	4984197
Variance	22317.356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
483.63	4	< 0.1%
541.12	4	< 0.1%
505.3	4	< 0.1%
511.09	4	< 0.1%
469.06	4	< 0.1%
634.71	4	< 0.1%
457.14	4	< 0.1%
531.17	4	< 0.1%
610.19	3	< 0.1%
507.73	3	< 0.1%
Other values (9115)	9962	99.6%

Value	Count	Frequency (%)
-57.18	1	< 0.1%
-0.49	1	< 0.1%
21.43	1	< 0.1%
24.55	1	< 0.1%
27.89	1	< 0.1%
35.55	1	< 0.1%
46.83	1	< 0.1%
53.78	1	< 0.1%
58.57	1	< 0.1%
58.58	1	< 0.1%

Value	Count	Frequency (%)
1045.76	1	< 0.1%
1025.58	1	< 0.1%
1020.44	1	< 0.1%
1006.21	1	< 0.1%
1004.82	1	< 0.1%
982.37	1	< 0.1%
976.51	1	< 0.1%
971.6	1	< 0.1%
970.78	1	< 0.1%
968.33	1	< 0.1%

Claim_Amount
Real number (ℝ)

Distinct	8918
Distinct (%)	89.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201.17143

Minimum	0.05
Maximum	2399.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.05
5-th percentile	10.8795
Q1	57.8725
median	141.2
Q3	276.555
95-th percentile	605.889
Maximum	2399.2
Range	2399.15
Interquartile range (IQR)	218.6825

Descriptive statistics

Standard deviation	199.29359
Coefficient of variation (CV)	0.99066548
Kurtosis	5.7721976
Mean	201.17143
Median Absolute Deviation (MAD)	97.205
Skewness	1.9306526
Sum	2011714.2
Variance	39717.933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.16	4	< 0.1%
22.72	4	< 0.1%
44.43	4	< 0.1%
215.81	4	< 0.1%
34.32	3	< 0.1%
18.61	3	< 0.1%
50.56	3	< 0.1%
16.29	3	< 0.1%
12.16	3	< 0.1%
6.36	3	< 0.1%
Other values (8908)	9966	99.7%

Value	Count	Frequency (%)
0.05	1	< 0.1%
0.08	2	< 0.1%
0.16	4	< 0.1%
0.17	3	< 0.1%
0.2	1	< 0.1%
0.22	1	< 0.1%
0.23	1	< 0.1%
0.26	1	< 0.1%
0.27	1	< 0.1%
0.29	1	< 0.1%

Value	Count	Frequency (%)
2399.2	1	< 0.1%
1637.57	1	< 0.1%
1631.09	1	< 0.1%
1499.82	1	< 0.1%
1456.28	1	< 0.1%
1371.51	1	< 0.1%
1355.19	1	< 0.1%
1349.56	1	< 0.1%
1338.12	1	< 0.1%
1333.63	1	< 0.1%

Number_of_Claims
Real number (ℝ)

Zeros

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0002

Minimum	0
Maximum	7
Zeros	3663
Zeros (%)	36.6%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.0010495
Coefficient of variation (CV)	1.0008494
Kurtosis	1.0473046
Mean	1.0002
Median Absolute Deviation (MAD)	1
Skewness	1.0196917
Sum	10002
Variance	1.0021002
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	3716	37.2%
0	3663	36.6%
2	1828	18.3%
3	588	5.9%
4	163	1.6%
5	39	0.4%
6	2	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
0	3663	36.6%
1	3716	37.2%
2	1828	18.3%
3	588	5.9%
4	163	1.6%
5	39	0.4%
6	2	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
6	2	< 0.1%
5	39	0.4%
4	163	1.6%
3	588	5.9%
2	1828	18.3%
1	3716	37.2%
0	3663	36.6%

Policy_Type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	524.2 KiB

Life	3384
Health	3318
Auto	3298

Length

Max length	6
Median length	4
Mean length	4.6636
Min length	4

Characters and Unicode

Total characters	46636
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Health
2nd row	Auto
3rd row	Life
4th row	Auto
5th row	Auto

Common Values

Value	Count	Frequency (%)
Life	3384	33.8%
Health	3318	33.2%
Auto	3298	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
life	3384	33.8%
health	3318	33.2%
auto	3298	33.0%

Most occurring characters

Value	Count	Frequency (%)
e	6702	14.4%
t	6616	14.2%
L	3384	7.3%
i	3384	7.3%
f	3384	7.3%
H	3318	7.1%
a	3318	7.1%
l	3318	7.1%
h	3318	7.1%
A	3298	7.1%
Other values (2)	6596	14.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	46636	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	6702	14.4%
t	6616	14.2%
L	3384	7.3%
i	3384	7.3%
f	3384	7.3%
H	3318	7.1%
a	3318	7.1%
l	3318	7.1%
h	3318	7.1%
A	3298	7.1%
Other values (2)	6596	14.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	46636	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	6702	14.4%
t	6616	14.2%
L	3384	7.3%
i	3384	7.3%
f	3384	7.3%
H	3318	7.1%
a	3318	7.1%
l	3318	7.1%
h	3318	7.1%
A	3298	7.1%
Other values (2)	6596	14.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	46636	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	6702	14.4%
t	6616	14.2%
L	3384	7.3%
i	3384	7.3%
f	3384	7.3%
H	3318	7.1%
a	3318	7.1%
l	3318	7.1%
h	3318	7.1%
A	3298	7.1%
Other values (2)	6596	14.1%

Policy_Status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	550.3 KiB

Expired	3382
Cancelled	3321
Active	3297

Length

Max length	9
Median length	7
Mean length	7.3345
Min length	6

Characters and Unicode

Total characters	73345
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Expired
2nd row	Expired
3rd row	Cancelled
4th row	Cancelled
5th row	Cancelled

Common Values

Value	Count	Frequency (%)
Expired	3382	33.8%
Cancelled	3321	33.2%
Active	3297	33.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
expired	3382	33.8%
cancelled	3321	33.2%
active	3297	33.0%

Most occurring characters

Value	Count	Frequency (%)
e	13321	18.2%
d	6703	9.1%
i	6679	9.1%
l	6642	9.1%
c	6618	9.0%
E	3382	4.6%
x	3382	4.6%
p	3382	4.6%
r	3382	4.6%
C	3321	4.5%
Other values (5)	16533	22.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	73345	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	13321	18.2%
d	6703	9.1%
i	6679	9.1%
l	6642	9.1%
c	6618	9.0%
E	3382	4.6%
x	3382	4.6%
p	3382	4.6%
r	3382	4.6%
C	3321	4.5%
Other values (5)	16533	22.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	73345	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	13321	18.2%
d	6703	9.1%
i	6679	9.1%
l	6642	9.1%
c	6618	9.0%
E	3382	4.6%
x	3382	4.6%
p	3382	4.6%
r	3382	4.6%
C	3321	4.5%
Other values (5)	16533	22.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	73345	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	13321	18.2%
d	6703	9.1%
i	6679	9.1%
l	6642	9.1%
c	6618	9.0%
E	3382	4.6%
x	3382	4.6%
p	3382	4.6%
r	3382	4.6%
C	3321	4.5%
Other values (5)	16533	22.5%

Customer_Age
Real number (ℝ)

Distinct	57
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.1496

Minimum	18
Maximum	74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	18
5-th percentile	20
Q1	32
median	46
Q3	60
95-th percentile	72
Maximum	74
Range	56
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.51453
Coefficient of variation (CV)	0.35784773
Kurtosis	-1.2054265
Mean	46.1496
Median Absolute Deviation (MAD)	14
Skewness	-0.0098044439
Sum	461496
Variance	272.72969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	201	2.0%
45	193	1.9%
67	192	1.9%
23	192	1.9%
34	191	1.9%
49	191	1.9%
65	191	1.9%
58	189	1.9%
30	188	1.9%
74	187	1.9%
Other values (47)	8085	80.8%

Value	Count	Frequency (%)
18	187	1.9%
19	177	1.8%
20	168	1.7%
21	172	1.7%
22	169	1.7%
23	192	1.9%
24	149	1.5%
25	178	1.8%
26	180	1.8%
27	162	1.6%

Value	Count	Frequency (%)
74	187	1.9%
73	182	1.8%
72	175	1.8%
71	182	1.8%
70	182	1.8%
69	173	1.7%
68	175	1.8%
67	192	1.9%
66	172	1.7%
65	191	1.9%

Customer_Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	527.4 KiB

Male	5043
Female	4957

Length

Max length	6
Median length	4
Mean length	4.9914
Min length	4

Characters and Unicode

Total characters	49914
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Female
3rd row	Male
4th row	Male
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	5043	50.4%
Female	4957	49.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	5043	50.4%
female	4957	49.6%

Most occurring characters

Value	Count	Frequency (%)
e	14957	30.0%
a	10000	20.0%
l	10000	20.0%
M	5043	10.1%
F	4957	9.9%
m	4957	9.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49914	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	14957	30.0%
a	10000	20.0%
l	10000	20.0%
M	5043	10.1%
F	4957	9.9%
m	4957	9.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49914	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	14957	30.0%
a	10000	20.0%
l	10000	20.0%
M	5043	10.1%
F	4957	9.9%
m	4957	9.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49914	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	14957	30.0%
a	10000	20.0%
l	10000	20.0%
M	5043	10.1%
F	4957	9.9%
m	4957	9.9%

Renewal_Probability
Real number (ℝ)

Distinct	101
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.498111

Minimum	0
Maximum	1
Zeros	52
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.05
Q1	0.25
median	0.5
Q3	0.75
95-th percentile	0.95
Maximum	1
Range	1
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.28816014
Coefficient of variation (CV)	0.57850587
Kurtosis	-1.1950532
Mean	0.498111
Median Absolute Deviation (MAD)	0.25
Skewness	0.0066087112
Sum	4981.11
Variance	0.083036265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.85	123	1.2%
0.39	121	1.2%
0.26	118	1.2%
0.4	117	1.2%
0.6	116	1.2%
0.18	116	1.2%
0.55	115	1.1%
0.83	113	1.1%
0.05	113	1.1%
0.81	113	1.1%
Other values (91)	8835	88.3%

Value	Count	Frequency (%)
0	52	0.5%
0.01	96	1.0%
0.02	92	0.9%
0.03	110	1.1%
0.04	87	0.9%
0.05	113	1.1%
0.06	106	1.1%
0.07	110	1.1%
0.08	106	1.1%
0.09	97	1.0%

Value	Count	Frequency (%)
1	58	0.6%
0.99	98	1.0%
0.98	98	1.0%
0.97	101	1.0%
0.96	106	1.1%
0.95	80	0.8%
0.94	85	0.9%
0.93	92	0.9%
0.92	101	1.0%
0.91	85	0.9%

Risk_Score
Real number (ℝ)

Distinct	101
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.999

Minimum	0
Maximum	100
Zeros	100
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	25
median	50
Q3	75.25
95-th percentile	96
Maximum	100
Range	100
Interquartile range (IQR)	50.25

Descriptive statistics

Standard deviation	29.205717
Coefficient of variation (CV)	0.58412602
Kurtosis	-1.2028252
Mean	49.999
Median Absolute Deviation (MAD)	25
Skewness	-0.003790661
Sum	499990
Variance	852.9739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65	121	1.2%
87	119	1.2%
55	118	1.2%
10	118	1.2%
51	117	1.2%
79	116	1.2%
27	115	1.1%
80	114	1.1%
97	114	1.1%
28	111	1.1%
Other values (91)	8837	88.4%

Value	Count	Frequency (%)
0	100	1.0%
1	106	1.1%
2	86	0.9%
3	103	1.0%
4	104	1.0%
5	103	1.0%
6	101	1.0%
7	100	1.0%
8	96	1.0%
9	96	1.0%

Value	Count	Frequency (%)
100	86	0.9%
99	97	1.0%
98	106	1.1%
97	114	1.1%
96	99	1.0%
95	106	1.1%
94	91	0.9%
93	103	1.0%
92	101	1.0%
91	82	0.8%

Customer_Loyalty_Score
Real number (ℝ)

Distinct	101
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.1126

Minimum	0
Maximum	100
Zeros	82
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	25
median	50
Q3	75
95-th percentile	95
Maximum	100
Range	100
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	29.030363
Coefficient of variation (CV)	0.57930268
Kurtosis	-1.1927099
Mean	50.1126
Median Absolute Deviation (MAD)	25
Skewness	0.0057560895
Sum	501126
Variance	842.762
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32	133	1.3%
99	127	1.3%
47	120	1.2%
26	119	1.2%
93	118	1.2%
34	117	1.2%
83	115	1.1%
4	113	1.1%
12	113	1.1%
15	113	1.1%
Other values (91)	8812	88.1%

Value	Count	Frequency (%)
0	82	0.8%
1	82	0.8%
2	83	0.8%
3	107	1.1%
4	113	1.1%
5	101	1.0%
6	105	1.1%
7	98	1.0%
8	89	0.9%
9	104	1.0%

Value	Count	Frequency (%)
100	95	0.9%
99	127	1.3%
98	96	1.0%
97	89	0.9%
96	91	0.9%
95	97	1.0%
94	102	1.0%
93	118	1.2%
92	101	1.0%
91	87	0.9%

Year
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	517.7 KiB

2022	3358
2021	3340
2020	3296
2023	6

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	40000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020
2nd row	2020
3rd row	2020
4th row	2020
5th row	2020

Common Values

Value	Count	Frequency (%)
2022	3358	33.6%
2021	3340	33.4%
2020	3296	33.0%
2023	6	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2022	3358	33.6%
2021	3340	33.4%
2020	3296	33.0%
2023	6	0.1%

Most occurring characters

Value	Count	Frequency (%)
2	23358	58.4%
0	13296	33.2%
1	3340	8.3%
3	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	23358	58.4%
0	13296	33.2%
1	3340	8.3%
3	6	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	23358	58.4%
0	13296	33.2%
1	3340	8.3%
3	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	23358	58.4%
0	13296	33.2%
1	3340	8.3%
3	6	< 0.1%

Month
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5615

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4747986
Coefficient of variation (CV)	0.52957381
Kurtosis	-1.2224473
Mean	6.5615
Median Absolute Deviation (MAD)	3
Skewness	-0.029600456
Sum	65615
Variance	12.074225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	887	8.9%
1	885	8.8%
7	885	8.8%
12	869	8.7%
3	864	8.6%
11	859	8.6%
8	828	8.3%
5	819	8.2%
4	796	8.0%
9	791	7.9%
Other values (2)	1517	15.2%

Value	Count	Frequency (%)
1	885	8.8%
2	732	7.3%
3	864	8.6%
4	796	8.0%
5	819	8.2%
6	785	7.8%
7	885	8.8%
8	828	8.3%
9	791	7.9%
10	887	8.9%

Value	Count	Frequency (%)
12	869	8.7%
11	859	8.6%
10	887	8.9%
9	791	7.9%
8	828	8.3%
7	885	8.8%
6	785	7.8%
5	819	8.2%
4	796	8.0%
3	864	8.6%

	Claim_Amount	Customer_Age	Customer_Gender	Customer_Loyalty_Score	Month	Number_of_Claims	Policy_Status	Policy_Type	Premium_Amount	Renewal_Probability	Risk_Score	Year
Claim_Amount	1.000	0.001	0.000	0.012	-0.002	0.002	0.008	0.007	-0.013	-0.009	0.001	0.005
Customer_Age	0.001	1.000	0.016	0.001	0.003	-0.005	0.001	0.034	-0.014	0.001	0.001	0.000
Customer_Gender	0.000	0.016	1.000	0.000	0.018	0.000	0.012	0.006	0.017	0.000	0.024	0.010
Customer_Loyalty_Score	0.012	0.001	0.000	1.000	-0.009	0.005	0.004	0.000	-0.018	0.008	0.011	0.006
Month	-0.002	0.003	0.018	-0.009	1.000	0.007	0.000	0.016	0.011	-0.005	-0.010	0.020
Number_of_Claims	0.002	-0.005	0.000	0.005	0.007	1.000	0.017	0.007	0.002	-0.001	-0.010	0.000
Policy_Status	0.008	0.001	0.012	0.004	0.000	0.017	1.000	0.000	0.020	0.005	0.020	0.010
Policy_Type	0.007	0.034	0.006	0.000	0.016	0.007	0.000	1.000	0.004	0.000	0.020	0.000
Premium_Amount	-0.013	-0.014	0.017	-0.018	0.011	0.002	0.020	0.004	1.000	0.010	-0.013	0.019
Renewal_Probability	-0.009	0.001	0.000	0.008	-0.005	-0.001	0.005	0.000	0.010	1.000	0.010	0.012
Risk_Score	0.001	0.001	0.024	0.011	-0.010	-0.010	0.020	0.020	-0.013	0.010	1.000	0.000
Year	0.005	0.000	0.010	0.006	0.020	0.000	0.010	0.000	0.019	0.012	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	Policy_ID	Premium_Amount	Claim_Amount	Number_of_Claims	Policy_Type	Policy_Status	Customer_Age	Customer_Gender	Renewal_Probability	Risk_Score	Customer_Loyalty_Score	Year	Month
0	2020-01-01	POL000353	358.29	271.21	2	Health	Expired	19	Male	0.14	9	69	2020	1
1	2020-01-01	POL000416	243.78	14.70	2	Auto	Expired	33	Female	0.93	54	85	2020	1
2	2020-01-01	POL000200	301.74	70.46	0	Life	Cancelled	68	Male	0.19	45	37	2020	1
3	2020-01-01	POL000109	491.45	424.61	1	Auto	Cancelled	57	Male	0.35	92	19	2020	1
4	2020-01-01	POL000327	429.26	420.43	0	Auto	Cancelled	43	Female	0.08	7	99	2020	1
5	2020-01-01	POL000234	654.58	154.80	2	Life	Active	32	Male	0.89	18	26	2020	1
6	2020-01-01	POL000403	684.50	619.11	0	Auto	Expired	67	Male	0.97	12	95	2020	1
7	2020-01-01	POL000431	316.77	228.56	0	Health	Cancelled	64	Female	0.41	49	59	2020	1
8	2020-01-01	POL000294	522.08	189.64	1	Life	Cancelled	42	Male	0.12	65	80	2020	1
9	2020-01-01	POL000362	501.04	162.31	1	Health	Active	67	Female	0.37	48	20	2020	1

	Date	Policy_ID	Premium_Amount	Claim_Amount	Number_of_Claims	Policy_Type	Policy_Status	Customer_Age	Customer_Gender	Renewal_Probability	Risk_Score	Customer_Loyalty_Score	Year	Month
9990	2022-12-31	POL000288	511.60	167.76	0	Auto	Expired	69	Male	0.71	77	85	2022	12
9991	2022-12-31	POL000233	359.25	1115.80	0	Health	Active	56	Male	0.27	79	47	2022	12
9992	2022-12-31	POL000381	510.92	142.36	0	Auto	Active	68	Male	0.05	34	33	2022	12
9993	2022-12-31	POL000061	423.05	835.56	1	Life	Active	43	Male	0.07	10	4	2022	12
9994	2023-01-01	POL000349	399.50	604.10	0	Auto	Cancelled	58	Male	0.55	47	78	2023	1
9995	2023-01-01	POL000274	452.99	169.04	3	Life	Active	20	Male	0.70	25	84	2023	1
9996	2023-01-01	POL000162	619.28	315.72	1	Health	Cancelled	47	Male	0.29	46	71	2023	1
9997	2023-01-01	POL000247	480.68	20.67	1	Life	Expired	55	Female	0.63	100	22	2023	1
9998	2023-01-01	POL000436	342.79	266.50	0	Auto	Cancelled	25	Male	0.78	63	100	2023	1
9999	2023-01-01	POL000473	440.46	67.78	2	Auto	Cancelled	55	Female	0.79	3	13	2023	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample